zero grad

def zero_grad(params):
  """
  Clear gradients as they accumulate on successive backward calls

  Args:
    params: an iterator over tensors
      i.e., updating the Weights and biases

  Returns:
    Nothing
  """
  for par in params:
    if not(par.grad is None):
      par.grad.data.zero_()